The goal of Part 1 of this clinical research study is to find the highest tolerable dose of cabazitaxel that can be given to patients with glioblastoma. The goal of Part 2 is to learn if cabazitaxel can help to control glioblastoma. The safety of the study drug will also be studied in both parts.